token.app › Compare › GPT-5.4 Pro vs GLM 5.2
GPT-5.4 Pro vs GLM 5.2
GPT-5.4 Pro leads on 4 of 4 shared benchmarks. GLM 5.2 is 174× cheaper per token on a blended 3:1 basis. GPT-5.4 Pro accepts the larger context window (1.1M).
Head to head
Blended price uses a 3:1 input:output mix
| GPT-5.4 Pro | GLM 5.2 | |
|---|---|---|
| Provider | OpenAI | Zhipu AI |
| Input $/1M | $30.00 | $0.252 |
| Output $/1M | $180.00 | $0.792 |
| Blended $/1M | $67.50 | $0.387 |
| Context window | 1.1M | 1.0M |
| Max output | 128K | 128K |
| Released | Mar 2026 | Jun 2026 |
| Licence | Proprietary | Open weights |
| GPQA Diamond | 94.6% | 91.9% |
| FrontierMath T1–3 | 82.5% | 59.2% |
| FrontierMath T4 | 58.5% | 29.3% |
| SimpleQA Verified | 47.8% | 38.1% |
Benchmark scores independently run and published by Epoch AI, 'AI Benchmarking Hub', used under CC BY 4.0. Only benchmarks with a score for BOTH models are compared.
Choose GPT-5.4 Pro if…
- Higher GPQA Diamond (94.6% vs 91.9%)
- Higher FrontierMath T1–3 (82.5% vs 59.2%)
- Higher FrontierMath T4 (58.5% vs 29.3%)
- Higher SimpleQA Verified (47.8% vs 38.1%)
- Larger context window (1.1M)
Choose GLM 5.2 if…
- Costs less per token — $0.387 vs $67.50 blended
- Open weights — self-hostable
- Newer model (released Jun 2026)
FAQ
Which is better, GPT-5.4 Pro or GLM 5.2?
Across the 4 benchmarks both models have independently-run scores for, GPT-5.4 Pro leads on 4 and GLM 5.2 leads on 0. Benchmarks are one input — price and context window are on this page too.
Is GPT-5.4 Pro cheaper than GLM 5.2?
GLM 5.2 is cheaper: $0.387 versus $67.50 per million tokens blended at 3:1 input:output. Input alone: $30.00 vs $0.252. Output alone: $180.00 vs $0.792.
What context windows do GPT-5.4 Pro and GLM 5.2 have?
GPT-5.4 Pro: 1,050,000 tokens. GLM 5.2: 1,048,576 tokens.
Who makes GPT-5.4 Pro and GLM 5.2?
GPT-5.4 Pro is made by OpenAI. GLM 5.2 is made by Zhipu AI.